static FC 데이터로 Cognitvie Ability 예측하기




Setting




dataset



HCP, CPM dataset




KBRI, susATT dataset

Shen 268 Atlas


shen%20network.png


HCM dataset

Data Load

behavior data

sFC data

EDA & Preprocessing

data type

Check Nan

Check Distribution

Check Outliers

Visualization

Feature Engineering

Auto Feature Scaling & Selection

CPM

PLSR Optimization

Model Selection

Modeling

Results

Relationship between sFC and Cognitive Ability

Fluid Intelligence & fcNet

Working Memory & fcNet

Verbal IQ 1 & fcNet

Verbal IQ 2 & fcNet

Processing Speed & fcNet

Episodic Memory & fcNet

Delay Discounting & fcNet

Summary

Network Analysis

KBRI dataset

Data Load


EDA

data type

Check NaN

Check Distribution

Check Outliers

Preprocessing


prepare FC data

prepare Behavior Data

Check Distribution & Outliers

Visualization

Feature Engineering

Auto Feature Scaling & Selection

CPM

PLSR Optimization

Model Selection

Modeling

Relationship beyween sFC and susATT

Sustained Attention & Rest sFC

Sustained Attention & task sFC